Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 4424 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 280.0 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 17 |
| Boolean | 6 |
curricular_units_1st_sem_(credited) is highly overall correlated with curricular_units_2nd_sem_(credited) | High correlation |
curricular_units_1st_sem_(enrolled) is highly overall correlated with curricular_units_1st_sem_(approved) and 2 other fields | High correlation |
curricular_units_1st_sem_(evaluations) is highly overall correlated with curricular_units_2nd_sem_(evaluations) | High correlation |
curricular_units_1st_sem_(approved) is highly overall correlated with curricular_units_1st_sem_(enrolled) and 4 other fields | High correlation |
curricular_units_1st_sem_(grade) is highly overall correlated with curricular_units_1st_sem_(approved) and 2 other fields | High correlation |
curricular_units_2nd_sem_(credited) is highly overall correlated with curricular_units_1st_sem_(credited) | High correlation |
curricular_units_2nd_sem_(enrolled) is highly overall correlated with curricular_units_1st_sem_(enrolled) and 2 other fields | High correlation |
curricular_units_2nd_sem_(evaluations) is highly overall correlated with curricular_units_1st_sem_(evaluations) | High correlation |
curricular_units_2nd_sem_(approved) is highly overall correlated with curricular_units_1st_sem_(enrolled) and 5 other fields | High correlation |
curricular_units_2nd_sem_(grade) is highly overall correlated with curricular_units_1st_sem_(approved) and 2 other fields | High correlation |
application_mode is highly overall correlated with international | High correlation |
course is highly overall correlated with daytime/evening_attendance | High correlation |
daytime/evening_attendance is highly overall correlated with course | High correlation |
nationality is highly overall correlated with international | High correlation |
mother's_occupation is highly overall correlated with father's_occupation | High correlation |
father's_occupation is highly overall correlated with mother's_occupation | High correlation |
international is highly overall correlated with application_mode and 1 other fields | High correlation |
target is highly overall correlated with curricular_units_2nd_sem_(approved) | High correlation |
marital_status is highly imbalanced (75.3%) | Imbalance |
daytime/evening_attendance is highly imbalanced (50.3%) | Imbalance |
previous_qualification is highly imbalanced (73.4%) | Imbalance |
nationality is highly imbalanced (94.3%) | Imbalance |
educational_special_needs is highly imbalanced (90.9%) | Imbalance |
international is highly imbalanced (83.2%) | Imbalance |
curricular_units_1st_sem_(credited) has 3847 (87.0%) zeros | Zeros |
curricular_units_1st_sem_(enrolled) has 180 (4.1%) zeros | Zeros |
curricular_units_1st_sem_(evaluations) has 349 (7.9%) zeros | Zeros |
curricular_units_1st_sem_(approved) has 718 (16.2%) zeros | Zeros |
curricular_units_1st_sem_(grade) has 718 (16.2%) zeros | Zeros |
curricular_units_1st_sem_(without_evaluations) has 4130 (93.4%) zeros | Zeros |
curricular_units_2nd_sem_(credited) has 3894 (88.0%) zeros | Zeros |
curricular_units_2nd_sem_(enrolled) has 180 (4.1%) zeros | Zeros |
curricular_units_2nd_sem_(evaluations) has 401 (9.1%) zeros | Zeros |
curricular_units_2nd_sem_(approved) has 870 (19.7%) zeros | Zeros |
curricular_units_2nd_sem_(grade) has 870 (19.7%) zeros | Zeros |
curricular_units_2nd_sem_(without_evaluations) has 4142 (93.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-11 19:46:21.009225 |
|---|---|
| Analysis finished | 2023-01-11 19:47:24.691349 |
| Duration | 1 minute and 3.68 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
marital_status
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Single | |
|---|---|
| Married | 379 |
| Divorced | 91 |
| Facto union | 25 |
| Legally separated | 6 |
Length
| Max length | 17 |
|---|---|
| Median length | 6 |
| Mean length | 6.1708861 |
| Min length | 6 |
Characters and Unicode
| Total characters | 27300 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Single |
| 4th row | Single |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Single | 3919 | |
| Married | 379 | 8.6% |
| Divorced | 91 | 2.1% |
| Facto union | 25 | 0.6% |
| Legally separated | 6 | 0.1% |
| Widower | 4 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 3919 | |
| married | 379 | 8.5% |
| divorced | 91 | 2.0% |
| facto | 25 | 0.6% |
| union | 25 | 0.6% |
| legally | 6 | 0.1% |
| separated | 6 | 0.1% |
| widower | 4 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 4418 | |
| e | 4411 | |
| n | 3969 | |
| l | 3931 | |
| g | 3925 | |
| S | 3919 | |
| r | 859 | 3.1% |
| d | 480 | 1.8% |
| a | 422 | 1.5% |
| M | 379 | 1.4% |
| Other values (14) | 587 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 22845 | |
| Uppercase Letter | 4424 | 16.2% |
| Space Separator | 31 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 4418 | |
| e | 4411 | |
| n | 3969 | |
| l | 3931 | |
| g | 3925 | |
| r | 859 | 3.8% |
| d | 480 | 2.1% |
| a | 422 | 1.8% |
| o | 145 | 0.6% |
| c | 116 | 0.5% |
| Other values (7) | 169 | 0.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 3919 | |
| M | 379 | 8.6% |
| D | 91 | 2.1% |
| F | 25 | 0.6% |
| L | 6 | 0.1% |
| W | 4 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 31 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 27269 | |
| Common | 31 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 4418 | |
| e | 4411 | |
| n | 3969 | |
| l | 3931 | |
| g | 3925 | |
| S | 3919 | |
| r | 859 | 3.2% |
| d | 480 | 1.8% |
| a | 422 | 1.5% |
| M | 379 | 1.4% |
| Other values (13) | 556 | 2.0% |
Common
| Value | Count | Frequency (%) |
| 31 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 27300 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 4418 | |
| e | 4411 | |
| n | 3969 | |
| l | 3931 | |
| g | 3925 | |
| S | 3919 | |
| r | 859 | 3.1% |
| d | 480 | 1.8% |
| a | 422 | 1.5% |
| M | 379 | 1.4% |
| Other values (14) | 587 | 2.2% |
application_mode
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| 1st phase - general contingent | |
|---|---|
| 2nd phase - general contingent | |
| Over 23 years old | |
| Change of course | |
| Technological specialization diploma holders | |
| Other values (13) |
Length
| Max length | 51 |
|---|---|
| Median length | 30 |
| Mean length | 27.182866 |
| Min length | 8 |
Characters and Unicode
| Total characters | 120257 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 2nd phase - general contingent |
|---|---|
| 2nd row | International student (bachelor) |
| 3rd row | 1st phase - general contingent |
| 4th row | 2nd phase - general contingent |
| 5th row | Over 23 years old |
Common Values
| Value | Count | Frequency (%) |
| 1st phase - general contingent | 1708 | |
| 2nd phase - general contingent | 872 | |
| Over 23 years old | 785 | |
| Change of course | 312 | 7.1% |
| Technological specialization diploma holders | 213 | 4.8% |
| Holders of other higher courses | 139 | 3.1% |
| 3rd phase - general contingent | 124 | 2.8% |
| Transfer | 77 | 1.7% |
| Change of institution/course | 59 | 1.3% |
| 1st phase - special contingent (Madeira Island) | 38 | 0.9% |
| Other values (8) | 97 | 2.2% |
Length
| Value | Count | Frequency (%) |
| 2758 | ||
| contingent | 2758 | |
| phase | 2758 | |
| general | 2704 | |
| 1st | 1762 | |
| 2nd | 872 | 4.3% |
| over | 785 | 3.9% |
| 23 | 785 | 3.9% |
| years | 785 | 3.9% |
| old | 785 | 3.9% |
| Other values (33) | 3310 |
Most occurring characters
| Value | Count | Frequency (%) |
| 15638 | ||
| e | 14799 | |
| n | 13056 | |
| t | 7974 | 6.6% |
| a | 7875 | 6.5% |
| s | 6847 | 5.7% |
| g | 6186 | 5.1% |
| o | 6166 | 5.1% |
| r | 5895 | 4.9% |
| l | 4968 | 4.1% |
| Other values (38) | 30853 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 95371 | |
| Space Separator | 15638 | 13.0% |
| Decimal Number | 4405 | 3.7% |
| Dash Punctuation | 2770 | 2.3% |
| Uppercase Letter | 1806 | 1.5% |
| Other Punctuation | 92 | 0.1% |
| Close Punctuation | 88 | 0.1% |
| Open Punctuation | 87 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 14799 | |
| n | 13056 | |
| t | 7974 | |
| a | 7875 | |
| s | 6847 | 7.2% |
| g | 6186 | 6.5% |
| o | 6166 | 6.5% |
| r | 5895 | 6.2% |
| l | 4968 | 5.2% |
| i | 4320 | 4.5% |
| Other values (11) | 17285 |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 801 | |
| C | 372 | |
| T | 290 | 16.1% |
| H | 139 | 7.7% |
| I | 86 | 4.8% |
| M | 38 | 2.1% |
| S | 35 | 1.9% |
| A | 18 | 1.0% |
| N | 15 | 0.8% |
| B | 10 | 0.6% |
| Other values (2) | 2 | 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1765 | |
| 2 | 1661 | |
| 3 | 917 | |
| 9 | 27 | 0.6% |
| 5 | 12 | 0.3% |
| 8 | 10 | 0.2% |
| 4 | 10 | 0.2% |
| 6 | 3 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 75 | |
| . | 15 | 16.3% |
| , | 2 | 2.2% |
Space Separator
| Value | Count | Frequency (%) |
| 15638 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2770 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 88 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 87 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 97177 | |
| Common | 23080 | 19.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 14799 | |
| n | 13056 | |
| t | 7974 | |
| a | 7875 | |
| s | 6847 | 7.0% |
| g | 6186 | 6.4% |
| o | 6166 | 6.3% |
| r | 5895 | 6.1% |
| l | 4968 | 5.1% |
| i | 4320 | 4.4% |
| Other values (23) | 19091 |
Common
| Value | Count | Frequency (%) |
| 15638 | ||
| - | 2770 | 12.0% |
| 1 | 1765 | 7.6% |
| 2 | 1661 | 7.2% |
| 3 | 917 | 4.0% |
| ) | 88 | 0.4% |
| ( | 87 | 0.4% |
| / | 75 | 0.3% |
| 9 | 27 | 0.1% |
| . | 15 | 0.1% |
| Other values (5) | 37 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 120257 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 15638 | ||
| e | 14799 | |
| n | 13056 | |
| t | 7974 | 6.6% |
| a | 7875 | 6.5% |
| s | 6847 | 5.7% |
| g | 6186 | 5.1% |
| o | 6166 | 5.1% |
| r | 5895 | 4.9% |
| l | 4968 | 4.1% |
| Other values (38) | 30853 |
application_order
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7278481 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3137931 |
|---|---|
| Coefficient of variation (CV) | 0.76036376 |
| Kurtosis | 2.6512887 |
| Mean | 1.7278481 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.88105 |
| Sum | 7644 |
| Variance | 1.7260523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3026 | |
| 2 | 547 | 12.4% |
| 3 | 309 | 7.0% |
| 4 | 249 | 5.6% |
| 5 | 154 | 3.5% |
| 6 | 137 | 3.1% |
| 9 | 1 | < 0.1% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 3026 | |
| 2 | 547 | 12.4% |
| 3 | 309 | 7.0% |
| 4 | 249 | 5.6% |
| 5 | 154 | 3.5% |
| 6 | 137 | 3.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 6 | 137 | 3.1% |
| 5 | 154 | 3.5% |
| 4 | 249 | 5.6% |
| 3 | 309 | 7.0% |
| 2 | 547 | 12.4% |
| 1 | 3026 | |
| 0 | 1 | < 0.1% |
course
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Nursing | |
|---|---|
| Management | |
| Social Service | |
| Veterinary Nursing | |
| Journalism and Communication | |
| Other values (12) |
Length
| Max length | 36 |
|---|---|
| Median length | 28 |
| Mean length | 17.993445 |
| Min length | 7 |
Characters and Unicode
| Total characters | 79603 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Animation and Multimedia Design |
|---|---|
| 2nd row | Tourism |
| 3rd row | Communication Design |
| 4th row | Journalism and Communication |
| 5th row | Social Service (evening attendance) |
Common Values
| Value | Count | Frequency (%) |
| Nursing | 766 | |
| Management | 380 | 8.6% |
| Social Service | 355 | 8.0% |
| Veterinary Nursing | 337 | 7.6% |
| Journalism and Communication | 331 | 7.5% |
| Advertising and Marketing Management | 268 | 6.1% |
| Management (evening attendance) | 268 | 6.1% |
| Tourism | 252 | 5.7% |
| Communication Design | 226 | 5.1% |
| Animation and Multimedia Design | 215 | 4.9% |
| Other values (7) | 1026 |
Length
| Value | Count | Frequency (%) |
| nursing | 1103 | 12.1% |
| management | 916 | 10.1% |
| and | 814 | 8.9% |
| social | 570 | 6.3% |
| service | 570 | 6.3% |
| communication | 557 | 6.1% |
| evening | 483 | 5.3% |
| attendance | 483 | 5.3% |
| design | 441 | 4.8% |
| veterinary | 337 | 3.7% |
| Other values (17) | 2832 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 10203 | |
| i | 8163 | 10.3% |
| e | 7459 | 9.4% |
| a | 6745 | 8.5% |
| 4682 | 5.9% | |
| t | 4257 | 5.3% |
| r | 4255 | 5.3% |
| g | 4127 | 5.2% |
| m | 3423 | 4.3% |
| o | 3324 | 4.2% |
| Other values (28) | 22965 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 66629 | |
| Uppercase Letter | 7326 | 9.2% |
| Space Separator | 4682 | 5.9% |
| Open Punctuation | 483 | 0.6% |
| Close Punctuation | 483 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 10203 | |
| i | 8163 | |
| e | 7459 | |
| a | 6745 | |
| t | 4257 | 6.4% |
| r | 4255 | 6.4% |
| g | 4127 | 6.2% |
| m | 3423 | 5.1% |
| o | 3324 | 5.0% |
| u | 3097 | 4.6% |
| Other values (10) | 11576 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1399 | |
| S | 1140 | |
| N | 1103 | |
| A | 693 | |
| C | 557 | 7.6% |
| E | 503 | 6.9% |
| D | 441 | 6.0% |
| V | 337 | 4.6% |
| J | 331 | 4.5% |
| T | 264 | 3.6% |
| Other values (5) | 558 | 7.6% |
Space Separator
| Value | Count | Frequency (%) |
| 4682 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 483 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 483 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 73955 | |
| Common | 5648 | 7.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 10203 | |
| i | 8163 | |
| e | 7459 | 10.1% |
| a | 6745 | 9.1% |
| t | 4257 | 5.8% |
| r | 4255 | 5.8% |
| g | 4127 | 5.6% |
| m | 3423 | 4.6% |
| o | 3324 | 4.5% |
| u | 3097 | 4.2% |
| Other values (25) | 18902 |
Common
| Value | Count | Frequency (%) |
| 4682 | ||
| ( | 483 | 8.6% |
| ) | 483 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79603 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 10203 | |
| i | 8163 | 10.3% |
| e | 7459 | 9.4% |
| a | 6745 | 8.5% |
| 4682 | 5.9% | |
| t | 4257 | 5.3% |
| r | 4255 | 5.3% |
| g | 4127 | 5.2% |
| m | 3423 | 4.3% |
| o | 3324 | 4.2% |
| Other values (28) | 22965 |
daytime/evening_attendance
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| daytime | |
|---|---|
| evening |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 30968 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | daytime |
|---|---|
| 2nd row | daytime |
| 3rd row | daytime |
| 4th row | daytime |
| 5th row | evening |
Common Values
| Value | Count | Frequency (%) |
| daytime | 3941 | |
| evening | 483 | 10.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| daytime | 3941 | |
| evening | 483 | 10.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4907 | |
| i | 4424 | |
| d | 3941 | |
| a | 3941 | |
| y | 3941 | |
| t | 3941 | |
| m | 3941 | |
| n | 966 | 3.1% |
| v | 483 | 1.6% |
| g | 483 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 30968 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4907 | |
| i | 4424 | |
| d | 3941 | |
| a | 3941 | |
| y | 3941 | |
| t | 3941 | |
| m | 3941 | |
| n | 966 | 3.1% |
| v | 483 | 1.6% |
| g | 483 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30968 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4907 | |
| i | 4424 | |
| d | 3941 | |
| a | 3941 | |
| y | 3941 | |
| t | 3941 | |
| m | 3941 | |
| n | 966 | 3.1% |
| v | 483 | 1.6% |
| g | 483 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30968 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 4907 | |
| i | 4424 | |
| d | 3941 | |
| a | 3941 | |
| y | 3941 | |
| t | 3941 | |
| m | 3941 | |
| n | 966 | 3.1% |
| v | 483 | 1.6% |
| g | 483 | 1.6% |
previous_qualification
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Secondary education | |
|---|---|
| Technological specialization course | 219 |
| Basic education 3rd cycle (9th/10th/11th year) | 162 |
| Higher education - degree | 126 |
| Other - 11th year of schooling | 45 |
| Other values (12) | 155 |
Length
| Max length | 46 |
|---|---|
| Median length | 19 |
| Mean length | 21.643309 |
| Min length | 19 |
Characters and Unicode
| Total characters | 95750 |
|---|---|
| Distinct characters | 42 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Secondary education |
|---|---|
| 2nd row | Secondary education |
| 3rd row | Secondary education |
| 4th row | Secondary education |
| 5th row | Secondary education |
Common Values
| Value | Count | Frequency (%) |
| Secondary education | 3717 | |
| Technological specialization course | 219 | 5.0% |
| Basic education 3rd cycle (9th/10th/11th year) | 162 | 3.7% |
| Higher education - degree | 126 | 2.8% |
| Other - 11th year of schooling | 45 | 1.0% |
| Higher education - degree (1st cycle) | 40 | 0.9% |
| Professional higher technical course | 36 | 0.8% |
| Higher education - bachelor's degree | 23 | 0.5% |
| Frequency of higher education | 16 | 0.4% |
| 12th year of schooling - not completed | 11 | 0.2% |
| Other values (7) | 29 | 0.7% |
Length
| Value | Count | Frequency (%) |
| education | 4106 | |
| secondary | 3717 | |
| 266 | 2.5% | |
| higher | 256 | 2.4% |
| course | 255 | 2.4% |
| year | 232 | 2.2% |
| technological | 219 | 2.1% |
| specialization | 219 | 2.1% |
| cycle | 215 | 2.0% |
| degree | 189 | 1.8% |
| Other values (21) | 963 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10007 | |
| c | 9526 | |
| o | 9071 | |
| a | 8991 | |
| n | 8442 | |
| d | 8205 | |
| 6213 | 6.5% | |
| i | 5542 | 5.8% |
| t | 5066 | 5.3% |
| r | 4946 | 5.2% |
| Other values (32) | 19741 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 82894 | |
| Space Separator | 6213 | 6.5% |
| Uppercase Letter | 4406 | 4.6% |
| Decimal Number | 1172 | 1.2% |
| Other Punctuation | 369 | 0.4% |
| Dash Punctuation | 266 | 0.3% |
| Open Punctuation | 215 | 0.2% |
| Close Punctuation | 215 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10007 | |
| c | 9526 | |
| o | 9071 | |
| a | 8991 | |
| n | 8442 | |
| d | 8205 | |
| i | 5542 | |
| t | 5066 | |
| r | 4946 | |
| u | 4377 | |
| Other values (11) | 8721 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 638 | |
| 0 | 165 | 14.1% |
| 3 | 162 | 13.8% |
| 9 | 162 | 13.8% |
| 2 | 24 | 2.0% |
| 6 | 7 | 0.6% |
| 7 | 7 | 0.6% |
| 8 | 7 | 0.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 3717 | |
| T | 219 | 5.0% |
| H | 204 | 4.6% |
| B | 169 | 3.8% |
| O | 45 | 1.0% |
| P | 36 | 0.8% |
| F | 16 | 0.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 338 | |
| ' | 31 | 8.4% |
Space Separator
| Value | Count | Frequency (%) |
| 6213 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 266 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 215 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 215 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 87300 | |
| Common | 8450 | 8.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10007 | |
| c | 9526 | |
| o | 9071 | |
| a | 8991 | |
| n | 8442 | |
| d | 8205 | |
| i | 5542 | |
| t | 5066 | 5.8% |
| r | 4946 | 5.7% |
| u | 4377 | 5.0% |
| Other values (18) | 13127 |
Common
| Value | Count | Frequency (%) |
| 6213 | ||
| 1 | 638 | 7.6% |
| / | 338 | 4.0% |
| - | 266 | 3.1% |
| ( | 215 | 2.5% |
| ) | 215 | 2.5% |
| 0 | 165 | 2.0% |
| 3 | 162 | 1.9% |
| 9 | 162 | 1.9% |
| ' | 31 | 0.4% |
| Other values (4) | 45 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 95750 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 10007 | |
| c | 9526 | |
| o | 9071 | |
| a | 8991 | |
| n | 8442 | |
| d | 8205 | |
| 6213 | 6.5% | |
| i | 5542 | 5.8% |
| t | 5066 | 5.3% |
| r | 4946 | 5.2% |
| Other values (32) | 19741 |
nationality
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Portuguese | |
|---|---|
| Brazilian | 38 |
| Santomean | 14 |
| Cape Verdean | 13 |
| Spanish | 13 |
| Other values (16) | 32 |
Length
| Max length | 21 |
|---|---|
| Median length | 10 |
| Mean length | 9.9760398 |
| Min length | 5 |
Characters and Unicode
| Total characters | 44134 |
|---|---|
| Distinct characters | 40 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Portuguese |
|---|---|
| 2nd row | Portuguese |
| 3rd row | Portuguese |
| 4th row | Portuguese |
| 5th row | Portuguese |
Common Values
| Value | Count | Frequency (%) |
| Portuguese | 4314 | |
| Brazilian | 38 | 0.9% |
| Santomean | 14 | 0.3% |
| Cape Verdean | 13 | 0.3% |
| Spanish | 13 | 0.3% |
| Guinean | 5 | 0.1% |
| Moldova (Republic of) | 3 | 0.1% |
| Italian | 3 | 0.1% |
| Ukrainian | 3 | 0.1% |
| Angolan | 2 | < 0.1% |
| Other values (11) | 16 | 0.4% |
Length
| Value | Count | Frequency (%) |
| portuguese | 4314 | |
| brazilian | 38 | 0.9% |
| santomean | 14 | 0.3% |
| cape | 13 | 0.3% |
| verdean | 13 | 0.3% |
| spanish | 13 | 0.3% |
| guinean | 5 | 0.1% |
| moldova | 3 | 0.1% |
| republic | 3 | 0.1% |
| of | 3 | 0.1% |
| Other values (14) | 24 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8693 | |
| u | 8642 | |
| r | 4371 | |
| o | 4345 | |
| t | 4333 | |
| s | 4333 | |
| g | 4317 | |
| P | 4314 | |
| a | 183 | 0.4% |
| n | 132 | 0.3% |
| Other values (30) | 471 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 39669 | |
| Uppercase Letter | 4440 | 10.1% |
| Space Separator | 19 | < 0.1% |
| Close Punctuation | 3 | < 0.1% |
| Open Punctuation | 3 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8693 | |
| u | 8642 | |
| r | 4371 | |
| o | 4345 | |
| t | 4333 | |
| s | 4333 | |
| g | 4317 | |
| a | 183 | 0.5% |
| n | 132 | 0.3% |
| i | 119 | 0.3% |
| Other values (12) | 201 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 4314 | |
| B | 38 | 0.9% |
| S | 27 | 0.6% |
| C | 15 | 0.3% |
| V | 13 | 0.3% |
| G | 7 | 0.2% |
| M | 7 | 0.2% |
| R | 7 | 0.2% |
| U | 3 | 0.1% |
| I | 3 | 0.1% |
| Other values (5) | 6 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 19 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44109 | |
| Common | 25 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8693 | |
| u | 8642 | |
| r | 4371 | |
| o | 4345 | |
| t | 4333 | |
| s | 4333 | |
| g | 4317 | |
| P | 4314 | |
| a | 183 | 0.4% |
| n | 132 | 0.3% |
| Other values (27) | 446 | 1.0% |
Common
| Value | Count | Frequency (%) |
| 19 | ||
| ) | 3 | 12.0% |
| ( | 3 | 12.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44134 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8693 | |
| u | 8642 | |
| r | 4371 | |
| o | 4345 | |
| t | 4333 | |
| s | 4333 | |
| g | 4317 | |
| P | 4314 | |
| a | 183 | 0.4% |
| n | 132 | 0.3% |
| Other values (30) | 471 | 1.1% |
mother's_qualification
Categorical
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Secondary Education - 12th Year of Schooling or Eq. | |
|---|---|
| General Course of Administration and Commerce | |
| General commerce course | |
| Supplementary Accounting and Administration | |
| Higher Education - Degree | |
| Other values (24) |
Length
| Max length | 51 |
|---|---|
| Median length | 47 |
| Mean length | 38.597649 |
| Min length | 7 |
Characters and Unicode
| Total characters | 170756 |
|---|---|
| Distinct characters | 55 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | General commerce course |
|---|---|
| 2nd row | Secondary Education - 12th Year of Schooling or Eq. |
| 3rd row | General Course of Administration and Commerce |
| 4th row | Supplementary Accounting and Administration |
| 5th row | General Course of Administration and Commerce |
Common Values
| Value | Count | Frequency (%) |
| Secondary Education - 12th Year of Schooling or Eq. | 1069 | |
| General Course of Administration and Commerce | 1009 | |
| General commerce course | 953 | |
| Supplementary Accounting and Administration | 562 | |
| Higher Education - Degree | 438 | |
| 2nd cycle of the general high school course | 130 | 2.9% |
| Higher Education - Bachelor's Degree | 83 | 1.9% |
| Higher Education - Master's | 49 | 1.1% |
| Other - 11th Year of Schooling | 42 | 0.9% |
| Higher Education - Doctorate | 21 | 0.5% |
| Other values (19) | 68 | 1.5% |
Length
| Value | Count | Frequency (%) |
| of | 2281 | 9.2% |
| course | 2100 | 8.4% |
| general | 2092 | 8.4% |
| commerce | 1962 | 7.9% |
| 1719 | 6.9% | |
| education | 1673 | 6.7% |
| administration | 1571 | 6.3% |
| and | 1571 | 6.3% |
| year | 1152 | 4.6% |
| schooling | 1138 | 4.6% |
| Other values (46) | 7607 |
Most occurring characters
| Value | Count | Frequency (%) |
| 20442 | 12.0% | |
| e | 16258 | 9.5% |
| o | 15028 | 8.8% |
| r | 12933 | 7.6% |
| n | 12572 | 7.4% |
| a | 9905 | 5.8% |
| c | 9545 | 5.6% |
| i | 8853 | 5.2% |
| t | 7438 | 4.4% |
| m | 6083 | 3.6% |
| Other values (45) | 51699 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 130773 | |
| Space Separator | 20442 | 12.0% |
| Uppercase Letter | 14143 | 8.3% |
| Decimal Number | 2430 | 1.4% |
| Dash Punctuation | 1720 | 1.0% |
| Other Punctuation | 1224 | 0.7% |
| Open Punctuation | 12 | < 0.1% |
| Close Punctuation | 12 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 16258 | |
| o | 15028 | |
| r | 12933 | |
| n | 12572 | |
| a | 9905 | 7.6% |
| c | 9545 | 7.3% |
| i | 8853 | 6.8% |
| t | 7438 | 5.7% |
| m | 6083 | 4.7% |
| d | 6059 | 4.6% |
| Other values (13) | 26099 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 2761 | |
| E | 2738 | |
| A | 2133 | |
| C | 2060 | |
| G | 1962 | |
| Y | 1134 | |
| H | 599 | 4.2% |
| D | 542 | 3.8% |
| B | 92 | 0.7% |
| M | 49 | 0.3% |
| Other values (5) | 73 | 0.5% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1213 | |
| 1 | 1175 | |
| 4 | 10 | 0.4% |
| 7 | 10 | 0.4% |
| 8 | 7 | 0.3% |
| 5 | 4 | 0.2% |
| 6 | 4 | 0.2% |
| 9 | 4 | 0.2% |
| 0 | 2 | 0.1% |
| 3 | 1 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1069 | |
| ' | 141 | 11.5% |
| / | 14 | 1.1% |
Space Separator
| Value | Count | Frequency (%) |
| 20442 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1720 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 12 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 12 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 144916 | |
| Common | 25840 | 15.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 16258 | |
| o | 15028 | 10.4% |
| r | 12933 | 8.9% |
| n | 12572 | 8.7% |
| a | 9905 | 6.8% |
| c | 9545 | 6.6% |
| i | 8853 | 6.1% |
| t | 7438 | 5.1% |
| m | 6083 | 4.2% |
| d | 6059 | 4.2% |
| Other values (28) | 40242 |
Common
| Value | Count | Frequency (%) |
| 20442 | ||
| - | 1720 | 6.7% |
| 2 | 1213 | 4.7% |
| 1 | 1175 | 4.5% |
| . | 1069 | 4.1% |
| ' | 141 | 0.5% |
| / | 14 | 0.1% |
| ( | 12 | < 0.1% |
| ) | 12 | < 0.1% |
| 4 | 10 | < 0.1% |
| Other values (7) | 32 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 170756 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 20442 | 12.0% | |
| e | 16258 | 9.5% |
| o | 15028 | 8.8% |
| r | 12933 | 7.6% |
| n | 12572 | 7.4% |
| a | 9905 | 5.8% |
| c | 9545 | 5.6% |
| i | 8853 | 5.2% |
| t | 7438 | 4.4% |
| m | 6083 | 3.6% |
| Other values (45) | 51699 |
father's_qualification
Categorical
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Basic education 1st cycle (4th/5th year) | |
|---|---|
| Basic Education 3rd Cycle (9th/10th/11th Year) | |
| Secondary Education - 12th Year of Schooling or Eq. | |
| Basic Education 2nd Cycle (6th/7th/8th Year) | |
| Higher Education - Degree | |
| Other values (29) |
Length
| Max length | 51 |
|---|---|
| Median length | 47 |
| Mean length | 41.942586 |
| Min length | 7 |
Characters and Unicode
| Total characters | 185554 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Other - 11th Year of Schooling |
|---|---|
| 2nd row | Higher Education - Degree |
| 3rd row | Basic education 1st cycle (4th/5th year) |
| 4th row | Basic education 1st cycle (4th/5th year) |
| 5th row | Basic Education 2nd Cycle (6th/7th/8th Year) |
Common Values
| Value | Count | Frequency (%) |
| Basic education 1st cycle (4th/5th year) | 1209 | |
| Basic Education 3rd Cycle (9th/10th/11th Year) | 968 | |
| Secondary Education - 12th Year of Schooling or Eq. | 904 | |
| Basic Education 2nd Cycle (6th/7th/8th Year) | 702 | |
| Higher Education - Degree | 282 | 6.4% |
| Unknown | 112 | 2.5% |
| Higher Education - Bachelor's Degree | 68 | 1.5% |
| Higher Education - Master's | 39 | 0.9% |
| Other - 11th Year of Schooling | 38 | 0.9% |
| Technological specialization course | 20 | 0.5% |
| Other values (24) | 82 | 1.9% |
Length
| Value | Count | Frequency (%) |
| education | 4200 | |
| year | 3860 | |
| cycle | 2888 | 10.4% |
| basic | 2879 | 10.3% |
| 1368 | 4.9% | |
| 1st | 1214 | 4.4% |
| 4th/5th | 1209 | 4.3% |
| of | 974 | 3.5% |
| schooling | 970 | 3.5% |
| 3rd | 969 | 3.5% |
| Other values (51) | 7309 |
Most occurring characters
| Value | Count | Frequency (%) |
| 23416 | 12.6% | |
| t | 14013 | 7.6% |
| c | 13262 | 7.1% |
| a | 12090 | 6.5% |
| e | 10662 | 5.7% |
| h | 9959 | 5.4% |
| o | 9291 | 5.0% |
| i | 8594 | 4.6% |
| r | 7643 | 4.1% |
| n | 7203 | 3.9% |
| Other values (46) | 69421 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 121159 | |
| Space Separator | 23416 | 12.6% |
| Decimal Number | 14186 | 7.6% |
| Uppercase Letter | 14065 | 7.6% |
| Other Punctuation | 5562 | 3.0% |
| Open Punctuation | 2897 | 1.6% |
| Close Punctuation | 2897 | 1.6% |
| Dash Punctuation | 1372 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 14013 | |
| c | 13262 | |
| a | 12090 | |
| e | 10662 | |
| h | 9959 | |
| o | 9291 | |
| i | 8594 | 7.1% |
| r | 7643 | 6.3% |
| n | 7203 | 5.9% |
| d | 6824 | 5.6% |
| Other values (13) | 21618 |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 3890 | |
| B | 2947 | |
| Y | 2636 | |
| S | 1865 | |
| C | 1696 | |
| H | 419 | 3.0% |
| D | 369 | 2.6% |
| U | 112 | 0.8% |
| O | 48 | 0.3% |
| M | 41 | 0.3% |
| Other values (6) | 42 | 0.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 5111 | |
| 2 | 1615 | 11.4% |
| 4 | 1217 | 8.6% |
| 5 | 1209 | 8.5% |
| 0 | 972 | 6.9% |
| 9 | 971 | 6.8% |
| 3 | 969 | 6.8% |
| 7 | 714 | 5.0% |
| 8 | 706 | 5.0% |
| 6 | 702 | 4.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 4549 | |
| . | 904 | 16.3% |
| ' | 109 | 2.0% |
Space Separator
| Value | Count | Frequency (%) |
| 23416 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 2897 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 2897 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1372 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 135224 | |
| Common | 50330 | 27.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 14013 | 10.4% |
| c | 13262 | 9.8% |
| a | 12090 | 8.9% |
| e | 10662 | 7.9% |
| h | 9959 | 7.4% |
| o | 9291 | 6.9% |
| i | 8594 | 6.4% |
| r | 7643 | 5.7% |
| n | 7203 | 5.3% |
| d | 6824 | 5.0% |
| Other values (29) | 35683 |
Common
| Value | Count | Frequency (%) |
| 23416 | ||
| 1 | 5111 | 10.2% |
| / | 4549 | 9.0% |
| ( | 2897 | 5.8% |
| ) | 2897 | 5.8% |
| 2 | 1615 | 3.2% |
| - | 1372 | 2.7% |
| 4 | 1217 | 2.4% |
| 5 | 1209 | 2.4% |
| 0 | 972 | 1.9% |
| Other values (7) | 5075 | 10.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 185554 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 23416 | 12.6% | |
| t | 14013 | 7.6% |
| c | 13262 | 7.1% |
| a | 12090 | 6.5% |
| e | 10662 | 5.7% |
| h | 9959 | 5.4% |
| o | 9291 | 5.0% |
| i | 8594 | 4.6% |
| r | 7643 | 4.1% |
| n | 7203 | 3.9% |
| Other values (46) | 69421 |
mother's_occupation
Categorical
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Unskilled Workers | |
|---|---|
| Administrative staff | |
| Personal Services, Security and Safety Workers and Sellers | |
| Intermediate Level Technicians and Professions | |
| Specialists in Intellectual and Scientific Activities | |
| Other values (27) |
Length
| Max length | 106 |
|---|---|
| Median length | 96 |
| Mean length | 33.201627 |
| Min length | 7 |
Characters and Unicode
| Total characters | 146884 |
|---|---|
| Distinct characters | 47 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Personal Services, Security and Safety Workers and Sellers |
|---|---|
| 2nd row | Intermediate Level Technicians and Professions |
| 3rd row | Unskilled Workers |
| 4th row | Personal Services, Security and Safety Workers and Sellers |
| 5th row | Unskilled Workers |
Common Values
| Value | Count | Frequency (%) |
| Unskilled Workers | 1577 | |
| Administrative staff | 817 | |
| Personal Services, Security and Safety Workers and Sellers | 530 | 12.0% |
| Intermediate Level Technicians and Professions | 351 | 7.9% |
| Specialists in Intellectual and Scientific Activities | 318 | 7.2% |
| Skilled Workers in Industry, Construction and Craftsmen | 272 | 6.1% |
| Student | 144 | 3.3% |
| Representatives of the Legislative Power and Executive Bodies, Directors, Directors and Executive Managers | 102 | 2.3% |
| Farmers and Skilled Workers in Agriculture, Fisheries and Forestry | 91 | 2.1% |
| Other Situation | 70 | 1.6% |
| Other values (22) | 152 | 3.4% |
Length
| Value | Count | Frequency (%) |
| workers | 2523 | 14.2% |
| and | 2501 | 14.1% |
| unskilled | 1577 | 8.9% |
| administrative | 850 | 4.8% |
| staff | 843 | 4.7% |
| in | 692 | 3.9% |
| personal | 546 | 3.1% |
| services | 541 | 3.0% |
| sellers | 534 | 3.0% |
| security | 530 | 3.0% |
| Other values (79) | 6650 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 16124 | 11.0% |
| 13363 | 9.1% | |
| s | 12024 | 8.2% |
| i | 11979 | 8.2% |
| r | 11279 | 7.7% |
| n | 9990 | 6.8% |
| t | 9120 | 6.2% |
| a | 7828 | 5.3% |
| l | 7550 | 5.1% |
| d | 6197 | 4.2% |
| Other values (37) | 41430 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 119087 | |
| Space Separator | 13363 | 9.1% |
| Uppercase Letter | 13242 | 9.0% |
| Other Punctuation | 1153 | 0.8% |
| Open Punctuation | 17 | < 0.1% |
| Close Punctuation | 17 | < 0.1% |
| Dash Punctuation | 5 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 16124 | |
| s | 12024 | |
| i | 11979 | |
| r | 11279 | |
| n | 9990 | |
| t | 9120 | |
| a | 7828 | 6.6% |
| l | 7550 | 6.3% |
| d | 6197 | 5.2% |
| o | 5209 | 4.4% |
| Other values (15) | 21787 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 3354 | |
| W | 2506 | |
| U | 1577 | |
| A | 1276 | 9.6% |
| P | 1003 | 7.6% |
| I | 983 | 7.4% |
| C | 544 | 4.1% |
| L | 453 | 3.4% |
| T | 356 | 2.7% |
| F | 287 | 2.2% |
| Other values (7) | 903 | 6.8% |
Space Separator
| Value | Count | Frequency (%) |
| 13363 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1153 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 17 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 17 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 5 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 132329 | |
| Common | 14555 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 16124 | |
| s | 12024 | 9.1% |
| i | 11979 | 9.1% |
| r | 11279 | 8.5% |
| n | 9990 | 7.5% |
| t | 9120 | 6.9% |
| a | 7828 | 5.9% |
| l | 7550 | 5.7% |
| d | 6197 | 4.7% |
| o | 5209 | 3.9% |
| Other values (32) | 35029 |
Common
| Value | Count | Frequency (%) |
| 13363 | ||
| , | 1153 | 7.9% |
| ( | 17 | 0.1% |
| ) | 17 | 0.1% |
| - | 5 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 146884 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 16124 | 11.0% |
| 13363 | 9.1% | |
| s | 12024 | 8.2% |
| i | 11979 | 8.2% |
| r | 11279 | 7.7% |
| n | 9990 | 6.8% |
| t | 9120 | 6.2% |
| a | 7828 | 5.3% |
| l | 7550 | 5.1% |
| d | 6197 | 4.2% |
| Other values (37) | 41430 |
father's_occupation
Categorical
| Distinct | 46 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Unskilled Workers | |
|---|---|
| Skilled Workers in Industry, Construction and Craftsmen | |
| Personal Services, Security and Safety Workers and Sellers | |
| Administrative staff | |
| Intermediate Level Technicians and Professions | |
| Other values (41) |
Length
| Max length | 106 |
|---|---|
| Median length | 88 |
| Mean length | 40.826627 |
| Min length | 7 |
Characters and Unicode
| Total characters | 180617 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 14 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | Unskilled Workers |
|---|---|
| 2nd row | Intermediate Level Technicians and Professions |
| 3rd row | Unskilled Workers |
| 4th row | Intermediate Level Technicians and Professions |
| 5th row | Unskilled Workers |
Common Values
| Value | Count | Frequency (%) |
| Unskilled Workers | 1010 | |
| Skilled Workers in Industry, Construction and Craftsmen | 666 | |
| Personal Services, Security and Safety Workers and Sellers | 516 | |
| Administrative staff | 386 | 8.7% |
| Intermediate Level Technicians and Professions | 384 | 8.7% |
| Installation and Machine Operators and Assembly Workers | 318 | 7.2% |
| Armed Forces Professions | 266 | 6.0% |
| Farmers and Skilled Workers in Agriculture, Fisheries and Forestry | 242 | 5.5% |
| Specialists in Intellectual and Scientific Activities | 197 | 4.5% |
| Representatives of the Legislative Power and Executive Bodies, Directors, Directors and Executive Managers | 134 | 3.0% |
| Other values (36) | 305 | 6.9% |
Length
| Value | Count | Frequency (%) |
| and | 3737 | 16.6% |
| workers | 2795 | 12.4% |
| in | 1136 | 5.0% |
| unskilled | 1031 | 4.6% |
| skilled | 920 | 4.1% |
| construction | 689 | 3.1% |
| industry | 681 | 3.0% |
| craftsmen | 666 | 3.0% |
| professions | 651 | 2.9% |
| services | 522 | 2.3% |
| Other values (116) | 9676 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 18776 | 10.4% |
| 18080 | 10.0% | |
| r | 15292 | 8.5% |
| s | 14798 | 8.2% |
| n | 13361 | 7.4% |
| i | 12191 | 6.7% |
| t | 10122 | 5.6% |
| a | 9731 | 5.4% |
| l | 8084 | 4.5% |
| o | 8041 | 4.5% |
| Other values (38) | 52141 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 144141 | |
| Space Separator | 18080 | 10.0% |
| Uppercase Letter | 16567 | 9.2% |
| Other Punctuation | 1787 | 1.0% |
| Open Punctuation | 20 | < 0.1% |
| Close Punctuation | 20 | < 0.1% |
| Dash Punctuation | 2 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 18776 | |
| r | 15292 | |
| s | 14798 | |
| n | 13361 | |
| i | 12191 | |
| t | 10122 | 7.0% |
| a | 9731 | 6.8% |
| l | 8084 | 5.6% |
| o | 8041 | 5.6% |
| d | 7722 | 5.4% |
| Other values (15) | 26023 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 3578 | |
| W | 2756 | |
| I | 1570 | |
| A | 1418 | 8.6% |
| C | 1332 | 8.0% |
| P | 1304 | 7.9% |
| U | 1031 | 6.2% |
| F | 1007 | 6.1% |
| L | 518 | 3.1% |
| M | 455 | 2.7% |
| Other values (8) | 1598 |
Space Separator
| Value | Count | Frequency (%) |
| 18080 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1787 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 20 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 20 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 160708 | |
| Common | 19909 | 11.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 18776 | |
| r | 15292 | 9.5% |
| s | 14798 | 9.2% |
| n | 13361 | 8.3% |
| i | 12191 | 7.6% |
| t | 10122 | 6.3% |
| a | 9731 | 6.1% |
| l | 8084 | 5.0% |
| o | 8041 | 5.0% |
| d | 7722 | 4.8% |
| Other values (33) | 42590 |
Common
| Value | Count | Frequency (%) |
| 18080 | ||
| , | 1787 | 9.0% |
| ( | 20 | 0.1% |
| ) | 20 | 0.1% |
| - | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 180617 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 18776 | 10.4% |
| 18080 | 10.0% | |
| r | 15292 | 8.5% |
| s | 14798 | 8.2% |
| n | 13361 | 7.4% |
| i | 12191 | 6.7% |
| t | 10122 | 5.6% |
| a | 9731 | 5.4% |
| l | 8084 | 4.5% |
| o | 8041 | 4.5% |
| Other values (38) | 52141 |
displaced
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 2426 | |
| False | 1998 |
educational_special_needs
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 KiB |
| False | |
|---|---|
| True | 51 |
| Value | Count | Frequency (%) |
| False | 4373 | |
| True | 51 | 1.2% |
debtor
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3921 | |
| True | 503 | 11.4% |
tuition_fees_up_to_date
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 3896 | |
| False | 528 | 11.9% |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| female | |
|---|---|
| male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.2965642 |
| Min length | 4 |
Characters and Unicode
| Total characters | 23432 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | male |
| 4th row | female |
| 5th row | female |
Common Values
| Value | Count | Frequency (%) |
| female | 2868 | |
| male | 1556 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 2868 | |
| male | 1556 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7292 | |
| m | 4424 | |
| a | 4424 | |
| l | 4424 | |
| f | 2868 | 12.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 23432 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 7292 | |
| m | 4424 | |
| a | 4424 | |
| l | 4424 | |
| f | 2868 | 12.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 23432 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 7292 | |
| m | 4424 | |
| a | 4424 | |
| l | 4424 | |
| f | 2868 | 12.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23432 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 7292 | |
| m | 4424 | |
| a | 4424 | |
| l | 4424 | |
| f | 2868 | 12.2% |
scholarship_holder
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3325 | |
| True | 1099 | 24.8% |
age_at_enrollment
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.265145 |
| Minimum | 17 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 19 |
| median | 20 |
| Q3 | 25 |
| 95-th percentile | 41 |
| Maximum | 70 |
| Range | 53 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 7.5878156 |
|---|---|
| Coefficient of variation (CV) | 0.32614522 |
| Kurtosis | 4.1268918 |
| Mean | 23.265145 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.0549884 |
| Sum | 102925 |
| Variance | 57.574946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 1036 | |
| 19 | 911 | |
| 20 | 599 | |
| 21 | 322 | 7.3% |
| 22 | 174 | 3.9% |
| 24 | 131 | 3.0% |
| 23 | 108 | 2.4% |
| 26 | 94 | 2.1% |
| 25 | 93 | 2.1% |
| 27 | 91 | 2.1% |
| Other values (36) | 865 |
| Value | Count | Frequency (%) |
| 17 | 5 | 0.1% |
| 18 | 1036 | |
| 19 | 911 | |
| 20 | 599 | |
| 21 | 322 | 7.3% |
| 22 | 174 | 3.9% |
| 23 | 108 | 2.4% |
| 24 | 131 | 3.0% |
| 25 | 93 | 2.1% |
| 26 | 94 | 2.1% |
| Value | Count | Frequency (%) |
| 70 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 2 | < 0.1% |
| 59 | 3 | |
| 58 | 3 | |
| 57 | 2 | < 0.1% |
| 55 | 5 | |
| 54 | 7 | |
| 53 | 7 |
international
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 KiB |
| False | |
|---|---|
| True | 110 |
| Value | Count | Frequency (%) |
| False | 4314 | |
| True | 110 | 2.5% |
curricular_units_1st_sem_(credited)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.70999096 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 3847 |
| Zeros (%) | 87.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 6 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.3605066 |
|---|---|
| Coefficient of variation (CV) | 3.3246995 |
| Kurtosis | 19.205727 |
| Mean | 0.70999096 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1690488 |
| Sum | 3141 |
| Variance | 5.5719915 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3847 | |
| 2 | 94 | 2.1% |
| 1 | 85 | 1.9% |
| 3 | 69 | 1.6% |
| 6 | 51 | 1.2% |
| 4 | 47 | 1.1% |
| 7 | 41 | 0.9% |
| 5 | 41 | 0.9% |
| 8 | 31 | 0.7% |
| 9 | 27 | 0.6% |
| Other values (11) | 91 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 3847 | |
| 1 | 85 | 1.9% |
| 2 | 94 | 2.1% |
| 3 | 69 | 1.6% |
| 4 | 47 | 1.1% |
| 5 | 41 | 0.9% |
| 6 | 51 | 1.2% |
| 7 | 41 | 0.9% |
| 8 | 31 | 0.7% |
| 9 | 27 | 0.6% |
| Value | Count | Frequency (%) |
| 20 | 2 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 4 | 0.1% |
| 17 | 3 | 0.1% |
| 16 | 3 | 0.1% |
| 15 | 5 | 0.1% |
| 14 | 15 | |
| 13 | 13 | |
| 12 | 12 | |
| 11 | 17 |
curricular_units_1st_sem_(enrolled)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2705696 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 180 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.4801782 |
|---|---|
| Coefficient of variation (CV) | 0.39552677 |
| Kurtosis | 8.9379154 |
| Mean | 6.2705696 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.6190409 |
| Sum | 27741 |
| Variance | 6.1512838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 1910 | |
| 5 | 1010 | |
| 7 | 656 | 14.8% |
| 8 | 296 | 6.7% |
| 0 | 180 | 4.1% |
| 12 | 66 | 1.5% |
| 10 | 52 | 1.2% |
| 11 | 45 | 1.0% |
| 9 | 36 | 0.8% |
| 15 | 25 | 0.6% |
| Other values (13) | 148 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 180 | 4.1% |
| 1 | 7 | 0.2% |
| 2 | 9 | 0.2% |
| 3 | 10 | 0.2% |
| 4 | 21 | 0.5% |
| 5 | 1010 | |
| 6 | 1910 | |
| 7 | 656 | 14.8% |
| 8 | 296 | 6.7% |
| 9 | 36 | 0.8% |
| Value | Count | Frequency (%) |
| 26 | 1 | < 0.1% |
| 23 | 2 | < 0.1% |
| 21 | 6 | 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 19 | |
| 17 | 16 | |
| 16 | 13 | |
| 15 | 25 | |
| 14 | 22 | |
| 13 | 20 |
curricular_units_1st_sem_(evaluations)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2990506 |
| Minimum | 0 |
|---|---|
| Maximum | 45 |
| Zeros | 349 |
| Zeros (%) | 7.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 15 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.1791056 |
|---|---|
| Coefficient of variation (CV) | 0.50356429 |
| Kurtosis | 5.4630252 |
| Mean | 8.2990506 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.9766367 |
| Sum | 36715 |
| Variance | 17.464923 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 791 | |
| 7 | 703 | |
| 6 | 598 | |
| 9 | 402 | |
| 0 | 349 | |
| 10 | 340 | |
| 11 | 239 | 5.4% |
| 12 | 223 | 5.0% |
| 5 | 220 | 5.0% |
| 13 | 140 | 3.2% |
| Other values (25) | 419 |
| Value | Count | Frequency (%) |
| 0 | 349 | |
| 1 | 6 | 0.1% |
| 2 | 8 | 0.2% |
| 3 | 6 | 0.1% |
| 4 | 19 | 0.4% |
| 5 | 220 | 5.0% |
| 6 | 598 | |
| 7 | 703 | |
| 8 | 791 | |
| 9 | 402 |
| Value | Count | Frequency (%) |
| 45 | 2 | |
| 36 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 29 | 2 | |
| 28 | 1 | < 0.1% |
| 27 | 2 | |
| 26 | 4 | |
| 25 | 3 |
curricular_units_1st_sem_(approved)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7066004 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 718 |
| Zeros (%) | 16.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.094238 |
|---|---|
| Coefficient of variation (CV) | 0.65742526 |
| Kurtosis | 3.0966799 |
| Mean | 4.7066004 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7662624 |
| Sum | 20822 |
| Variance | 9.5743087 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 1171 | |
| 5 | 723 | |
| 0 | 718 | |
| 7 | 471 | |
| 4 | 433 | 9.8% |
| 3 | 269 | 6.1% |
| 2 | 160 | 3.6% |
| 1 | 127 | 2.9% |
| 8 | 108 | 2.4% |
| 11 | 49 | 1.1% |
| Other values (13) | 195 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 718 | |
| 1 | 127 | 2.9% |
| 2 | 160 | 3.6% |
| 3 | 269 | 6.1% |
| 4 | 433 | 9.8% |
| 5 | 723 | |
| 6 | 1171 | |
| 7 | 471 | |
| 8 | 108 | 2.4% |
| 9 | 40 | 0.9% |
| Value | Count | Frequency (%) |
| 26 | 1 | < 0.1% |
| 21 | 4 | 0.1% |
| 20 | 3 | 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 15 | |
| 17 | 10 | 0.2% |
| 16 | 5 | 0.1% |
| 15 | 7 | 0.2% |
| 14 | 14 | |
| 13 | 26 |
curricular_units_1st_sem_(grade)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 805 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.640822 |
| Minimum | 0 |
|---|---|
| Maximum | 18.875 |
| Zeros | 718 |
| Zeros (%) | 16.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11 |
| median | 12.285714 |
| Q3 | 13.4 |
| 95-th percentile | 14.857143 |
| Maximum | 18.875 |
| Range | 18.875 |
| Interquartile range (IQR) | 2.4 |
Descriptive statistics
| Standard deviation | 4.8436634 |
|---|---|
| Coefficient of variation (CV) | 0.45519637 |
| Kurtosis | 0.90846103 |
| Mean | 10.640822 |
| Median Absolute Deviation (MAD) | 1.1571429 |
| Skewness | -1.5681456 |
| Sum | 47074.995 |
| Variance | 23.461075 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 718 | 16.2% |
| 12 | 205 | 4.6% |
| 13 | 147 | 3.3% |
| 11 | 138 | 3.1% |
| 11.5 | 89 | 2.0% |
| 14 | 85 | 1.9% |
| 12.5 | 84 | 1.9% |
| 10 | 82 | 1.9% |
| 12.66666667 | 82 | 1.9% |
| 12.33333333 | 82 | 1.9% |
| Other values (795) | 2712 |
| Value | Count | Frequency (%) |
| 0 | 718 | |
| 9.8 | 1 | < 0.1% |
| 10 | 82 | 1.9% |
| 10.16666667 | 1 | < 0.1% |
| 10.2 | 8 | 0.2% |
| 10.21428571 | 1 | < 0.1% |
| 10.25 | 7 | 0.2% |
| 10.28571429 | 1 | < 0.1% |
| 10.33333333 | 16 | 0.4% |
| 10.36842105 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 18.875 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 17.33333333 | 2 | < 0.1% |
| 17.125 | 1 | < 0.1% |
| 17.11111111 | 1 | < 0.1% |
| 17.00555556 | 1 | < 0.1% |
| 17 | 5 | |
| 16.9 | 1 | < 0.1% |
| 16.88571429 | 1 | < 0.1% |
| 16.85714286 | 1 | < 0.1% |
curricular_units_1st_sem_(without_evaluations)
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13765823 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 4130 |
| Zeros (%) | 93.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.69088018 |
|---|---|
| Coefficient of variation (CV) | 5.0188078 |
| Kurtosis | 89.863208 |
| Mean | 0.13765823 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.2074031 |
| Sum | 609 |
| Variance | 0.47731543 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4130 | |
| 1 | 153 | 3.5% |
| 2 | 79 | 1.8% |
| 3 | 23 | 0.5% |
| 4 | 15 | 0.3% |
| 6 | 6 | 0.1% |
| 7 | 6 | 0.1% |
| 5 | 5 | 0.1% |
| 8 | 4 | 0.1% |
| 12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4130 | |
| 1 | 153 | 3.5% |
| 2 | 79 | 1.8% |
| 3 | 23 | 0.5% |
| 4 | 15 | 0.3% |
| 5 | 5 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 6 | 0.1% |
| 8 | 4 | 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 4 | 0.1% |
| 7 | 6 | 0.1% |
| 6 | 6 | 0.1% |
| 5 | 5 | 0.1% |
| 4 | 15 | 0.3% |
| 3 | 23 | 0.5% |
| 2 | 79 | |
| 1 | 153 |
curricular_units_2nd_sem_(credited)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.54181736 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 3894 |
| Zeros (%) | 88.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.9185461 |
|---|---|
| Coefficient of variation (CV) | 3.5409462 |
| Kurtosis | 24.427266 |
| Mean | 0.54181736 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.6348195 |
| Sum | 2397 |
| Variance | 3.6808193 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3894 | |
| 1 | 107 | 2.4% |
| 2 | 92 | 2.1% |
| 4 | 78 | 1.8% |
| 5 | 68 | 1.5% |
| 3 | 49 | 1.1% |
| 6 | 26 | 0.6% |
| 11 | 20 | 0.5% |
| 7 | 16 | 0.4% |
| 9 | 15 | 0.3% |
| Other values (9) | 59 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 3894 | |
| 1 | 107 | 2.4% |
| 2 | 92 | 2.1% |
| 3 | 49 | 1.1% |
| 4 | 78 | 1.8% |
| 5 | 68 | 1.5% |
| 6 | 26 | 0.6% |
| 7 | 16 | 0.4% |
| 8 | 12 | 0.3% |
| 9 | 15 | 0.3% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 4 | 0.1% |
| 13 | 9 | |
| 12 | 14 | |
| 11 | 20 | |
| 10 | 13 | |
| 9 | 15 |
curricular_units_2nd_sem_(enrolled)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2321429 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 180 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1959508 |
|---|---|
| Coefficient of variation (CV) | 0.35235886 |
| Kurtosis | 7.13474 |
| Mean | 6.2321429 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7881135 |
| Sum | 27571 |
| Variance | 4.8221997 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 1913 | |
| 5 | 1054 | |
| 8 | 661 | 14.9% |
| 7 | 304 | 6.9% |
| 0 | 180 | 4.1% |
| 11 | 60 | 1.4% |
| 9 | 50 | 1.1% |
| 10 | 48 | 1.1% |
| 12 | 44 | 1.0% |
| 13 | 37 | 0.8% |
| Other values (12) | 73 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 180 | 4.1% |
| 1 | 3 | 0.1% |
| 2 | 5 | 0.1% |
| 3 | 3 | 0.1% |
| 4 | 17 | 0.4% |
| 5 | 1054 | |
| 6 | 1913 | |
| 7 | 304 | 6.9% |
| 8 | 661 | 14.9% |
| 9 | 50 | 1.1% |
| Value | Count | Frequency (%) |
| 23 | 2 | < 0.1% |
| 21 | 1 | < 0.1% |
| 19 | 3 | 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 12 | 0.3% |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 22 | |
| 13 | 37 | |
| 12 | 44 |
curricular_units_2nd_sem_(evaluations)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0632911 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 401 |
| Zeros (%) | 9.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 15 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.9479509 |
|---|---|
| Coefficient of variation (CV) | 0.48962029 |
| Kurtosis | 2.0682859 |
| Mean | 8.0632911 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.33649718 |
| Sum | 35672 |
| Variance | 15.586317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 792 | |
| 6 | 614 | |
| 7 | 563 | |
| 9 | 456 | |
| 0 | 401 | |
| 10 | 355 | |
| 5 | 288 | 6.5% |
| 11 | 255 | 5.8% |
| 12 | 226 | 5.1% |
| 13 | 126 | 2.8% |
| Other values (20) | 348 |
| Value | Count | Frequency (%) |
| 0 | 401 | |
| 1 | 3 | 0.1% |
| 2 | 4 | 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 10 | 0.2% |
| 5 | 288 | 6.5% |
| 6 | 614 | |
| 7 | 563 | |
| 8 | 792 | |
| 9 | 456 |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 27 | 2 | < 0.1% |
| 26 | 3 | 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 3 | 0.1% |
| 23 | 4 | 0.1% |
| 22 | 10 | |
| 21 | 10 | |
| 20 | 8 |
curricular_units_2nd_sem_(approved)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4358047 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 870 |
| Zeros (%) | 19.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0147639 |
|---|---|
| Coefficient of variation (CV) | 0.67964306 |
| Kurtosis | 0.84504466 |
| Mean | 4.4358047 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.30627938 |
| Sum | 19624 |
| Variance | 9.0888014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 965 | |
| 0 | 870 | |
| 5 | 726 | |
| 4 | 414 | |
| 7 | 331 | 7.5% |
| 8 | 321 | 7.3% |
| 3 | 285 | 6.4% |
| 2 | 198 | 4.5% |
| 1 | 114 | 2.6% |
| 11 | 48 | 1.1% |
| Other values (10) | 152 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 870 | |
| 1 | 114 | 2.6% |
| 2 | 198 | 4.5% |
| 3 | 285 | 6.4% |
| 4 | 414 | |
| 5 | 726 | |
| 6 | 965 | |
| 7 | 331 | 7.5% |
| 8 | 321 | 7.3% |
| 9 | 36 | 0.8% |
| Value | Count | Frequency (%) |
| 20 | 2 | < 0.1% |
| 19 | 3 | 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 8 | 0.2% |
| 16 | 2 | < 0.1% |
| 14 | 6 | 0.1% |
| 13 | 21 | |
| 12 | 34 | |
| 11 | 48 | |
| 10 | 38 |
curricular_units_2nd_sem_(grade)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 786 |
|---|---|
| Distinct (%) | 17.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.230206 |
| Minimum | 0 |
|---|---|
| Maximum | 18.571429 |
| Zeros | 870 |
| Zeros (%) | 19.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10.75 |
| median | 12.2 |
| Q3 | 13.333333 |
| 95-th percentile | 14.980262 |
| Maximum | 18.571429 |
| Range | 18.571429 |
| Interquartile range (IQR) | 2.5833333 |
Descriptive statistics
| Standard deviation | 5.210808 |
|---|---|
| Coefficient of variation (CV) | 0.50935515 |
| Kurtosis | 0.066567351 |
| Mean | 10.230206 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | -1.3136502 |
| Sum | 45258.43 |
| Variance | 27.15252 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 870 | 19.7% |
| 12 | 170 | 3.8% |
| 11 | 165 | 3.7% |
| 13 | 150 | 3.4% |
| 11.5 | 86 | 1.9% |
| 12.5 | 84 | 1.9% |
| 14 | 77 | 1.7% |
| 10 | 77 | 1.7% |
| 13.5 | 65 | 1.5% |
| 12.66666667 | 61 | 1.4% |
| Other values (776) | 2619 |
| Value | Count | Frequency (%) |
| 0 | 870 | |
| 10 | 77 | 1.7% |
| 10.16666667 | 4 | 0.1% |
| 10.2 | 4 | 0.1% |
| 10.25 | 10 | 0.2% |
| 10.33333333 | 19 | 0.4% |
| 10.375 | 1 | < 0.1% |
| 10.4 | 8 | 0.2% |
| 10.42857143 | 2 | < 0.1% |
| 10.44444444 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 18.57142857 | 1 | |
| 17.71428571 | 1 | |
| 17.69230769 | 1 | |
| 17.6 | 2 | |
| 17.5875 | 1 | |
| 17.42857143 | 1 | |
| 17.16666667 | 1 | |
| 17 | 2 | |
| 16.90909091 | 1 | |
| 16.8 | 2 |
curricular_units_2nd_sem_(without_evaluations)
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15031646 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 4142 |
| Zeros (%) | 93.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.75377407 |
|---|---|
| Coefficient of variation (CV) | 5.0145812 |
| Kurtosis | 66.811692 |
| Mean | 0.15031646 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.2677009 |
| Sum | 665 |
| Variance | 0.56817535 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4142 | |
| 1 | 140 | 3.2% |
| 2 | 48 | 1.1% |
| 3 | 35 | 0.8% |
| 4 | 21 | 0.5% |
| 5 | 17 | 0.4% |
| 6 | 8 | 0.2% |
| 8 | 6 | 0.1% |
| 7 | 5 | 0.1% |
| 12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4142 | |
| 1 | 140 | 3.2% |
| 2 | 48 | 1.1% |
| 3 | 35 | 0.8% |
| 4 | 21 | 0.5% |
| 5 | 17 | 0.4% |
| 6 | 8 | 0.2% |
| 7 | 5 | 0.1% |
| 8 | 6 | 0.1% |
| 12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 2 | < 0.1% |
| 8 | 6 | 0.1% |
| 7 | 5 | 0.1% |
| 6 | 8 | 0.2% |
| 5 | 17 | 0.4% |
| 4 | 21 | 0.5% |
| 3 | 35 | 0.8% |
| 2 | 48 | 1.1% |
| 1 | 140 | 3.2% |
| 0 | 4142 |
unemployment_rate
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.566139 |
| Minimum | 7.6 |
|---|---|
| Maximum | 16.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | 7.6 |
|---|---|
| 5-th percentile | 7.6 |
| Q1 | 9.4 |
| median | 11.1 |
| Q3 | 13.9 |
| 95-th percentile | 16.2 |
| Maximum | 16.2 |
| Range | 8.6 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 2.6638505 |
|---|---|
| Coefficient of variation (CV) | 0.23031458 |
| Kurtosis | -0.99552591 |
| Mean | 11.566139 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 0.21205105 |
| Sum | 51168.6 |
| Variance | 7.0960994 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.6 | 571 | |
| 9.4 | 533 | |
| 10.8 | 525 | |
| 12.4 | 445 | |
| 12.7 | 419 | |
| 11.1 | 414 | |
| 15.5 | 397 | |
| 13.9 | 390 | |
| 8.9 | 368 | |
| 16.2 | 362 |
| Value | Count | Frequency (%) |
| 7.6 | 571 | |
| 8.9 | 368 | |
| 9.4 | 533 | |
| 10.8 | 525 | |
| 11.1 | 414 | |
| 12.4 | 445 | |
| 12.7 | 419 | |
| 13.9 | 390 | |
| 15.5 | 397 | |
| 16.2 | 362 |
| Value | Count | Frequency (%) |
| 16.2 | 362 | |
| 15.5 | 397 | |
| 13.9 | 390 | |
| 12.7 | 419 | |
| 12.4 | 445 | |
| 11.1 | 414 | |
| 10.8 | 525 | |
| 9.4 | 533 | |
| 8.9 | 368 | |
| 7.6 | 571 |
inflation_rate
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2280289 |
| Minimum | -0.8 |
|---|---|
| Maximum | 3.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 923 |
| Negative (%) | 20.9% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | -0.8 |
|---|---|
| 5-th percentile | -0.8 |
| Q1 | 0.3 |
| median | 1.4 |
| Q3 | 2.6 |
| 95-th percentile | 3.7 |
| Maximum | 3.7 |
| Range | 4.5 |
| Interquartile range (IQR) | 2.3 |
Descriptive statistics
| Standard deviation | 1.3827107 |
|---|---|
| Coefficient of variation (CV) | 1.1259594 |
| Kurtosis | -1.0390334 |
| Mean | 1.2280289 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | 0.25237535 |
| Sum | 5432.8 |
| Variance | 1.9118889 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.4 | 893 | |
| 2.6 | 571 | |
| -0.8 | 533 | |
| 0.5 | 445 | |
| 3.7 | 419 | |
| 0.6 | 414 | |
| 2.8 | 397 | |
| -0.3 | 390 | |
| 0.3 | 362 |
| Value | Count | Frequency (%) |
| -0.8 | 533 | |
| -0.3 | 390 | |
| 0.3 | 362 | |
| 0.5 | 445 | |
| 0.6 | 414 | |
| 1.4 | 893 | |
| 2.6 | 571 | |
| 2.8 | 397 | |
| 3.7 | 419 |
| Value | Count | Frequency (%) |
| 3.7 | 419 | |
| 2.8 | 397 | |
| 2.6 | 571 | |
| 1.4 | 893 | |
| 0.6 | 414 | |
| 0.5 | 445 | |
| 0.3 | 362 | |
| -0.3 | 390 | |
| -0.8 | 533 |
gdp
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0019688065 |
| Minimum | -4.06 |
|---|---|
| Maximum | 3.51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1711 |
| Negative (%) | 38.7% |
| Memory size | 34.7 KiB |
Quantile statistics
| Minimum | -4.06 |
|---|---|
| 5-th percentile | -4.06 |
| Q1 | -1.7 |
| median | 0.32 |
| Q3 | 1.79 |
| 95-th percentile | 3.51 |
| Maximum | 3.51 |
| Range | 7.57 |
| Interquartile range (IQR) | 3.49 |
Descriptive statistics
| Standard deviation | 2.2699354 |
|---|---|
| Coefficient of variation (CV) | 1152.95 |
| Kurtosis | -1.0016532 |
| Mean | 0.0019688065 |
| Median Absolute Deviation (MAD) | 1.47 |
| Skewness | -0.39406821 |
| Sum | 8.71 |
| Variance | 5.1526069 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.32 | 571 | |
| -3.12 | 533 | |
| 1.74 | 525 | |
| 1.79 | 445 | |
| -1.7 | 419 | |
| 2.02 | 414 | |
| -4.06 | 397 | |
| 0.79 | 390 | |
| 3.51 | 368 | |
| -0.92 | 362 |
| Value | Count | Frequency (%) |
| -4.06 | 397 | |
| -3.12 | 533 | |
| -1.7 | 419 | |
| -0.92 | 362 | |
| 0.32 | 571 | |
| 0.79 | 390 | |
| 1.74 | 525 | |
| 1.79 | 445 | |
| 2.02 | 414 | |
| 3.51 | 368 |
| Value | Count | Frequency (%) |
| 3.51 | 368 | |
| 2.02 | 414 | |
| 1.79 | 445 | |
| 1.74 | 525 | |
| 0.79 | 390 | |
| 0.32 | 571 | |
| -0.92 | 362 | |
| -1.7 | 419 | |
| -3.12 | 533 | |
| -4.06 | 397 |
target
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Graduate | |
|---|---|
| Dropout | |
| Enrolled |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.6787975 |
| Min length | 7 |
Characters and Unicode
| Total characters | 33971 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Dropout |
|---|---|
| 2nd row | Graduate |
| 3rd row | Dropout |
| 4th row | Graduate |
| 5th row | Graduate |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 2209 | |
| Dropout | 1421 | |
| Enrolled | 794 | 17.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduate | 2209 | |
| dropout | 1421 | |
| enrolled | 794 | 17.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 4424 | |
| a | 4418 | |
| o | 3636 | |
| u | 3630 | |
| t | 3630 | |
| d | 3003 | |
| e | 3003 | |
| G | 2209 | |
| l | 1588 | 4.7% |
| D | 1421 | 4.2% |
| Other values (3) | 3009 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29547 | |
| Uppercase Letter | 4424 | 13.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 4424 | |
| a | 4418 | |
| o | 3636 | |
| u | 3630 | |
| t | 3630 | |
| d | 3003 | |
| e | 3003 | |
| l | 1588 | 5.4% |
| p | 1421 | 4.8% |
| n | 794 | 2.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 2209 | |
| D | 1421 | |
| E | 794 | 17.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 33971 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 4424 | |
| a | 4418 | |
| o | 3636 | |
| u | 3630 | |
| t | 3630 | |
| d | 3003 | |
| e | 3003 | |
| G | 2209 | |
| l | 1588 | 4.7% |
| D | 1421 | 4.2% |
| Other values (3) | 3009 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 33971 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 4424 | |
| a | 4418 | |
| o | 3636 | |
| u | 3630 | |
| t | 3630 | |
| d | 3003 | |
| e | 3003 | |
| G | 2209 | |
| l | 1588 | 4.7% |
| D | 1421 | 4.2% |
| Other values (3) | 3009 |
| application_order | age_at_enrollment | curricular_units_1st_sem_(credited) | curricular_units_1st_sem_(enrolled) | curricular_units_1st_sem_(evaluations) | curricular_units_1st_sem_(approved) | curricular_units_1st_sem_(grade) | curricular_units_1st_sem_(without_evaluations) | curricular_units_2nd_sem_(credited) | curricular_units_2nd_sem_(enrolled) | curricular_units_2nd_sem_(evaluations) | curricular_units_2nd_sem_(approved) | curricular_units_2nd_sem_(grade) | curricular_units_2nd_sem_(without_evaluations) | unemployment_rate | inflation_rate | gdp | marital_status | application_mode | course | daytime/evening_attendance | previous_qualification | nationality | mother's_qualification | father's_qualification | mother's_occupation | father's_occupation | displaced | educational_special_needs | debtor | tuition_fees_up_to_date | gender | scholarship_holder | international | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| application_order | 1.000 | -0.366 | -0.202 | 0.056 | -0.096 | 0.090 | 0.074 | -0.041 | -0.201 | 0.075 | -0.053 | 0.106 | 0.065 | -0.030 | -0.104 | -0.011 | 0.030 | 0.070 | 0.161 | 0.143 | 0.185 | 0.086 | 0.000 | 0.033 | 0.038 | 0.000 | 0.000 | 0.382 | 0.000 | 0.090 | 0.073 | 0.108 | 0.089 | 0.000 | 0.079 |
| age_at_enrollment | -0.366 | 1.000 | 0.299 | 0.001 | 0.171 | -0.166 | -0.210 | 0.061 | 0.301 | -0.031 | 0.083 | -0.188 | -0.213 | 0.094 | 0.019 | 0.018 | -0.057 | 0.313 | 0.288 | 0.189 | 0.489 | 0.195 | 0.000 | 0.149 | 0.133 | 0.084 | 0.062 | 0.389 | 0.000 | 0.133 | 0.209 | 0.162 | 0.212 | 0.000 | 0.219 |
| curricular_units_1st_sem_(credited) | -0.202 | 0.299 | 1.000 | 0.423 | 0.366 | 0.362 | 0.101 | 0.100 | 0.914 | 0.376 | 0.331 | 0.289 | 0.093 | 0.064 | 0.024 | -0.002 | 0.022 | 0.050 | 0.267 | 0.117 | 0.171 | 0.183 | 0.000 | 0.087 | 0.071 | 0.038 | 0.023 | 0.107 | 0.000 | 0.057 | 0.000 | 0.027 | 0.086 | 0.000 | 0.045 |
| curricular_units_1st_sem_(enrolled) | 0.056 | 0.001 | 0.423 | 1.000 | 0.420 | 0.707 | 0.363 | -0.019 | 0.440 | 0.962 | 0.431 | 0.653 | 0.351 | -0.021 | 0.108 | 0.017 | 0.018 | 0.067 | 0.198 | 0.434 | 0.219 | 0.136 | 0.000 | 0.082 | 0.049 | 0.034 | 0.003 | 0.150 | 0.043 | 0.047 | 0.083 | 0.213 | 0.156 | 0.000 | 0.173 |
| curricular_units_1st_sem_(evaluations) | -0.096 | 0.171 | 0.366 | 0.420 | 1.000 | 0.262 | 0.112 | 0.202 | 0.369 | 0.386 | 0.694 | 0.252 | 0.090 | 0.153 | 0.067 | -0.040 | -0.097 | 0.032 | 0.143 | 0.241 | 0.063 | 0.103 | 0.169 | 0.032 | 0.077 | 0.000 | 0.000 | 0.098 | 0.000 | 0.061 | 0.103 | 0.079 | 0.187 | 0.056 | 0.258 |
| curricular_units_1st_sem_(approved) | 0.090 | -0.166 | 0.362 | 0.707 | 0.262 | 1.000 | 0.640 | -0.069 | 0.367 | 0.699 | 0.364 | 0.892 | 0.663 | -0.073 | 0.074 | -0.002 | 0.059 | 0.051 | 0.187 | 0.236 | 0.173 | 0.128 | 0.000 | 0.098 | 0.042 | 0.056 | 0.000 | 0.129 | 0.000 | 0.145 | 0.280 | 0.237 | 0.264 | 0.000 | 0.455 |
| curricular_units_1st_sem_(grade) | 0.074 | -0.210 | 0.101 | 0.363 | 0.112 | 0.640 | 1.000 | -0.017 | 0.097 | 0.368 | 0.182 | 0.629 | 0.762 | -0.047 | 0.045 | -0.037 | 0.092 | 0.039 | 0.111 | 0.271 | 0.138 | 0.093 | 0.026 | 0.065 | 0.052 | 0.057 | 0.053 | 0.087 | 0.000 | 0.106 | 0.248 | 0.193 | 0.181 | 0.000 | 0.383 |
| curricular_units_1st_sem_(without_evaluations) | -0.041 | 0.061 | 0.100 | -0.019 | 0.202 | -0.069 | -0.017 | 1.000 | 0.059 | -0.032 | 0.096 | -0.055 | -0.041 | 0.384 | -0.067 | -0.068 | -0.184 | 0.055 | 0.058 | 0.101 | 0.019 | 0.076 | 0.168 | 0.065 | 0.097 | 0.052 | 0.000 | 0.000 | 0.000 | 0.031 | 0.078 | 0.000 | 0.057 | 0.057 | 0.062 |
| curricular_units_2nd_sem_(credited) | -0.201 | 0.301 | 0.914 | 0.440 | 0.369 | 0.367 | 0.097 | 0.059 | 1.000 | 0.414 | 0.342 | 0.319 | 0.103 | 0.082 | 0.012 | -0.001 | 0.024 | 0.047 | 0.232 | 0.116 | 0.182 | 0.176 | 0.000 | 0.121 | 0.034 | 0.027 | 0.000 | 0.128 | 0.000 | 0.054 | 0.000 | 0.028 | 0.075 | 0.000 | 0.042 |
| curricular_units_2nd_sem_(enrolled) | 0.075 | -0.031 | 0.376 | 0.962 | 0.386 | 0.699 | 0.368 | -0.032 | 0.414 | 1.000 | 0.440 | 0.674 | 0.364 | -0.027 | 0.139 | 0.009 | 0.019 | 0.034 | 0.200 | 0.437 | 0.187 | 0.108 | 0.000 | 0.122 | 0.037 | 0.037 | 0.057 | 0.138 | 0.000 | 0.075 | 0.124 | 0.162 | 0.113 | 0.030 | 0.139 |
| curricular_units_2nd_sem_(evaluations) | -0.053 | 0.083 | 0.331 | 0.431 | 0.694 | 0.364 | 0.182 | 0.096 | 0.342 | 0.440 | 1.000 | 0.303 | 0.172 | 0.159 | 0.061 | -0.024 | -0.004 | 0.015 | 0.128 | 0.245 | 0.108 | 0.114 | 0.080 | 0.004 | 0.000 | 0.000 | 0.000 | 0.068 | 0.029 | 0.059 | 0.124 | 0.109 | 0.166 | 0.011 | 0.274 |
| curricular_units_2nd_sem_(approved) | 0.106 | -0.188 | 0.289 | 0.653 | 0.252 | 0.892 | 0.629 | -0.055 | 0.319 | 0.674 | 0.303 | 1.000 | 0.694 | -0.064 | 0.070 | -0.015 | 0.048 | 0.048 | 0.289 | 0.288 | 0.101 | 0.118 | 0.000 | 0.092 | 0.035 | 0.058 | 0.024 | 0.116 | 0.000 | 0.180 | 0.313 | 0.262 | 0.273 | 0.025 | 0.516 |
| curricular_units_2nd_sem_(grade) | 0.065 | -0.213 | 0.093 | 0.351 | 0.090 | 0.663 | 0.762 | -0.041 | 0.103 | 0.364 | 0.172 | 0.694 | 1.000 | -0.052 | 0.042 | -0.043 | 0.105 | 0.033 | 0.110 | 0.228 | 0.085 | 0.104 | 0.067 | 0.060 | 0.049 | 0.087 | 0.075 | 0.069 | 0.000 | 0.150 | 0.297 | 0.201 | 0.196 | 0.000 | 0.455 |
| curricular_units_2nd_sem_(without_evaluations) | -0.030 | 0.094 | 0.064 | -0.021 | 0.153 | -0.073 | -0.047 | 0.384 | 0.082 | -0.027 | 0.159 | -0.064 | -0.052 | 1.000 | -0.053 | -0.027 | -0.111 | 0.044 | 0.037 | 0.082 | 0.000 | 0.095 | 0.000 | 0.099 | 0.147 | 0.000 | 0.000 | 0.036 | 0.000 | 0.063 | 0.071 | 0.055 | 0.040 | 0.000 | 0.066 |
| unemployment_rate | -0.104 | 0.019 | 0.024 | 0.108 | 0.067 | 0.074 | 0.045 | -0.067 | 0.012 | 0.139 | 0.061 | 0.070 | 0.042 | -0.053 | 1.000 | -0.055 | -0.288 | 0.044 | 0.176 | 0.123 | 0.093 | 0.153 | 0.041 | 0.156 | 0.135 | 0.176 | 0.174 | 0.138 | 0.048 | 0.135 | 0.091 | 0.076 | 0.130 | 0.069 | 0.053 |
| inflation_rate | -0.011 | 0.018 | -0.002 | 0.017 | -0.040 | -0.002 | -0.037 | -0.068 | -0.001 | 0.009 | -0.024 | -0.015 | -0.043 | -0.027 | -0.055 | 1.000 | -0.102 | 0.040 | 0.149 | 0.090 | 0.073 | 0.127 | 0.017 | 0.122 | 0.109 | 0.129 | 0.127 | 0.058 | 0.042 | 0.086 | 0.086 | 0.068 | 0.098 | 0.030 | 0.036 |
| gdp | 0.030 | -0.057 | 0.022 | 0.018 | -0.097 | 0.059 | 0.092 | -0.184 | 0.024 | 0.019 | -0.004 | 0.048 | 0.105 | -0.111 | -0.288 | -0.102 | 1.000 | 0.038 | 0.162 | 0.120 | 0.093 | 0.139 | 0.041 | 0.141 | 0.121 | 0.163 | 0.161 | 0.140 | 0.057 | 0.138 | 0.079 | 0.081 | 0.129 | 0.065 | 0.052 |
| marital_status | 0.070 | 0.313 | 0.050 | 0.067 | 0.032 | 0.051 | 0.039 | 0.055 | 0.047 | 0.034 | 0.015 | 0.048 | 0.033 | 0.044 | 0.044 | 0.040 | 0.038 | 1.000 | 0.224 | 0.167 | 0.366 | 0.155 | 0.000 | 0.134 | 0.098 | 0.057 | 0.000 | 0.275 | 0.000 | 0.030 | 0.093 | 0.044 | 0.104 | 0.000 | 0.078 |
| application_mode | 0.161 | 0.288 | 0.267 | 0.198 | 0.143 | 0.187 | 0.111 | 0.058 | 0.232 | 0.200 | 0.128 | 0.289 | 0.110 | 0.037 | 0.176 | 0.149 | 0.162 | 0.224 | 1.000 | 0.168 | 0.410 | 0.412 | 0.234 | 0.088 | 0.094 | 0.106 | 0.077 | 0.411 | 0.000 | 0.164 | 0.202 | 0.177 | 0.220 | 0.530 | 0.221 |
| course | 0.143 | 0.189 | 0.117 | 0.434 | 0.241 | 0.236 | 0.271 | 0.101 | 0.116 | 0.437 | 0.245 | 0.288 | 0.228 | 0.082 | 0.123 | 0.090 | 0.120 | 0.167 | 0.168 | 1.000 | 0.998 | 0.111 | 0.040 | 0.096 | 0.087 | 0.089 | 0.089 | 0.324 | 0.062 | 0.152 | 0.139 | 0.424 | 0.222 | 0.093 | 0.244 |
| daytime/evening_attendance | 0.185 | 0.489 | 0.171 | 0.219 | 0.063 | 0.173 | 0.138 | 0.019 | 0.182 | 0.187 | 0.108 | 0.101 | 0.085 | 0.000 | 0.093 | 0.073 | 0.093 | 0.366 | 0.410 | 0.998 | 1.000 | 0.195 | 0.000 | 0.274 | 0.240 | 0.172 | 0.126 | 0.251 | 0.023 | 0.000 | 0.035 | 0.000 | 0.092 | 0.021 | 0.078 |
| previous_qualification | 0.086 | 0.195 | 0.183 | 0.136 | 0.103 | 0.128 | 0.093 | 0.076 | 0.176 | 0.108 | 0.114 | 0.118 | 0.104 | 0.095 | 0.153 | 0.127 | 0.139 | 0.155 | 0.412 | 0.111 | 0.195 | 1.000 | 0.000 | 0.091 | 0.098 | 0.063 | 0.050 | 0.221 | 0.000 | 0.144 | 0.154 | 0.124 | 0.139 | 0.000 | 0.146 |
| nationality | 0.000 | 0.000 | 0.000 | 0.000 | 0.169 | 0.000 | 0.026 | 0.168 | 0.000 | 0.000 | 0.080 | 0.000 | 0.067 | 0.000 | 0.041 | 0.017 | 0.041 | 0.000 | 0.234 | 0.040 | 0.000 | 0.000 | 1.000 | 0.000 | 0.051 | 0.215 | 0.116 | 0.029 | 0.000 | 0.090 | 0.049 | 0.029 | 0.031 | 0.998 | 0.026 |
| mother's_qualification | 0.033 | 0.149 | 0.087 | 0.082 | 0.032 | 0.098 | 0.065 | 0.065 | 0.121 | 0.122 | 0.004 | 0.092 | 0.060 | 0.099 | 0.156 | 0.122 | 0.141 | 0.134 | 0.088 | 0.096 | 0.274 | 0.091 | 0.000 | 1.000 | 0.431 | 0.249 | 0.189 | 0.144 | 0.023 | 0.035 | 0.056 | 0.083 | 0.182 | 0.101 | 0.135 |
| father's_qualification | 0.038 | 0.133 | 0.071 | 0.049 | 0.077 | 0.042 | 0.052 | 0.097 | 0.034 | 0.037 | 0.000 | 0.035 | 0.049 | 0.147 | 0.135 | 0.109 | 0.121 | 0.098 | 0.094 | 0.087 | 0.240 | 0.098 | 0.051 | 0.431 | 1.000 | 0.154 | 0.182 | 0.115 | 0.000 | 0.000 | 0.097 | 0.095 | 0.170 | 0.077 | 0.134 |
| mother's_occupation | 0.000 | 0.084 | 0.038 | 0.034 | 0.000 | 0.056 | 0.057 | 0.052 | 0.027 | 0.037 | 0.000 | 0.058 | 0.087 | 0.000 | 0.176 | 0.129 | 0.163 | 0.057 | 0.106 | 0.089 | 0.172 | 0.063 | 0.215 | 0.249 | 0.154 | 1.000 | 0.571 | 0.102 | 0.067 | 0.117 | 0.095 | 0.038 | 0.195 | 0.172 | 0.161 |
| father's_occupation | 0.000 | 0.062 | 0.023 | 0.003 | 0.000 | 0.000 | 0.053 | 0.000 | 0.000 | 0.057 | 0.000 | 0.024 | 0.075 | 0.000 | 0.174 | 0.127 | 0.161 | 0.000 | 0.077 | 0.089 | 0.126 | 0.050 | 0.116 | 0.189 | 0.182 | 0.571 | 1.000 | 0.112 | 0.000 | 0.138 | 0.019 | 0.089 | 0.225 | 0.060 | 0.140 |
| displaced | 0.382 | 0.389 | 0.107 | 0.150 | 0.098 | 0.129 | 0.087 | 0.000 | 0.128 | 0.138 | 0.068 | 0.116 | 0.069 | 0.036 | 0.138 | 0.058 | 0.140 | 0.275 | 0.411 | 0.324 | 0.251 | 0.221 | 0.029 | 0.144 | 0.115 | 0.102 | 0.112 | 1.000 | 0.000 | 0.088 | 0.094 | 0.124 | 0.071 | 0.000 | 0.112 |
| educational_special_needs | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.048 | 0.042 | 0.057 | 0.000 | 0.000 | 0.062 | 0.023 | 0.000 | 0.000 | 0.023 | 0.000 | 0.067 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.003 | 0.011 | 0.000 | 0.000 |
| debtor | 0.090 | 0.133 | 0.057 | 0.047 | 0.061 | 0.145 | 0.106 | 0.031 | 0.054 | 0.075 | 0.059 | 0.180 | 0.150 | 0.063 | 0.135 | 0.086 | 0.138 | 0.030 | 0.164 | 0.152 | 0.000 | 0.144 | 0.090 | 0.035 | 0.000 | 0.117 | 0.138 | 0.088 | 0.000 | 1.000 | 0.407 | 0.051 | 0.065 | 0.072 | 0.241 |
| tuition_fees_up_to_date | 0.073 | 0.209 | 0.000 | 0.083 | 0.103 | 0.280 | 0.248 | 0.078 | 0.000 | 0.124 | 0.124 | 0.313 | 0.297 | 0.071 | 0.091 | 0.086 | 0.079 | 0.093 | 0.202 | 0.139 | 0.035 | 0.154 | 0.049 | 0.056 | 0.097 | 0.095 | 0.019 | 0.094 | 0.000 | 0.407 | 1.000 | 0.102 | 0.136 | 0.039 | 0.431 |
| gender | 0.108 | 0.162 | 0.027 | 0.213 | 0.079 | 0.237 | 0.193 | 0.000 | 0.028 | 0.162 | 0.109 | 0.262 | 0.201 | 0.055 | 0.076 | 0.068 | 0.081 | 0.044 | 0.177 | 0.424 | 0.000 | 0.124 | 0.029 | 0.083 | 0.095 | 0.038 | 0.089 | 0.124 | 0.003 | 0.051 | 0.102 | 1.000 | 0.168 | 0.020 | 0.229 |
| scholarship_holder | 0.089 | 0.212 | 0.086 | 0.156 | 0.187 | 0.264 | 0.181 | 0.057 | 0.075 | 0.113 | 0.166 | 0.273 | 0.196 | 0.040 | 0.130 | 0.098 | 0.129 | 0.104 | 0.220 | 0.222 | 0.092 | 0.139 | 0.031 | 0.182 | 0.170 | 0.195 | 0.225 | 0.071 | 0.011 | 0.065 | 0.136 | 0.168 | 1.000 | 0.022 | 0.304 |
| international | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.057 | 0.000 | 0.030 | 0.011 | 0.025 | 0.000 | 0.000 | 0.069 | 0.030 | 0.065 | 0.000 | 0.530 | 0.093 | 0.021 | 0.000 | 0.998 | 0.101 | 0.077 | 0.172 | 0.060 | 0.000 | 0.000 | 0.072 | 0.039 | 0.020 | 0.022 | 1.000 | 0.000 |
| target | 0.079 | 0.219 | 0.045 | 0.173 | 0.258 | 0.455 | 0.383 | 0.062 | 0.042 | 0.139 | 0.274 | 0.516 | 0.455 | 0.066 | 0.053 | 0.036 | 0.052 | 0.078 | 0.221 | 0.244 | 0.078 | 0.146 | 0.026 | 0.135 | 0.134 | 0.161 | 0.140 | 0.112 | 0.000 | 0.241 | 0.431 | 0.229 | 0.304 | 0.000 | 1.000 |
| marital_status | application_mode | application_order | course | daytime/evening_attendance | previous_qualification | nationality | mother's_qualification | father's_qualification | mother's_occupation | father's_occupation | displaced | educational_special_needs | debtor | tuition_fees_up_to_date | gender | scholarship_holder | age_at_enrollment | international | curricular_units_1st_sem_(credited) | curricular_units_1st_sem_(enrolled) | curricular_units_1st_sem_(evaluations) | curricular_units_1st_sem_(approved) | curricular_units_1st_sem_(grade) | curricular_units_1st_sem_(without_evaluations) | curricular_units_2nd_sem_(credited) | curricular_units_2nd_sem_(enrolled) | curricular_units_2nd_sem_(evaluations) | curricular_units_2nd_sem_(approved) | curricular_units_2nd_sem_(grade) | curricular_units_2nd_sem_(without_evaluations) | unemployment_rate | inflation_rate | gdp | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Single | 2nd phase - general contingent | 5 | Animation and Multimedia Design | daytime | Secondary education | Portuguese | General commerce course | Other - 11th Year of Schooling | Personal Services, Security and Safety Workers and Sellers | Unskilled Workers | yes | no | no | yes | male | no | 20 | no | 0 | 0 | 0 | 0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0 | 10.8 | 1.4 | 1.74 | Dropout |
| 1 | Single | International student (bachelor) | 1 | Tourism | daytime | Secondary education | Portuguese | Secondary Education - 12th Year of Schooling or Eq. | Higher Education - Degree | Intermediate Level Technicians and Professions | Intermediate Level Technicians and Professions | yes | no | no | no | male | no | 19 | no | 0 | 6 | 6 | 6 | 14.000000 | 0 | 0 | 6 | 6 | 6 | 13.666667 | 0 | 13.9 | -0.3 | 0.79 | Graduate |
| 2 | Single | 1st phase - general contingent | 5 | Communication Design | daytime | Secondary education | Portuguese | General Course of Administration and Commerce | Basic education 1st cycle (4th/5th year) | Unskilled Workers | Unskilled Workers | yes | no | no | no | male | no | 19 | no | 0 | 6 | 0 | 0 | 0.000000 | 0 | 0 | 6 | 0 | 0 | 0.000000 | 0 | 10.8 | 1.4 | 1.74 | Dropout |
| 3 | Single | 2nd phase - general contingent | 2 | Journalism and Communication | daytime | Secondary education | Portuguese | Supplementary Accounting and Administration | Basic education 1st cycle (4th/5th year) | Personal Services, Security and Safety Workers and Sellers | Intermediate Level Technicians and Professions | yes | no | no | yes | female | no | 20 | no | 0 | 6 | 8 | 6 | 13.428571 | 0 | 0 | 6 | 10 | 5 | 12.400000 | 0 | 9.4 | -0.8 | -3.12 | Graduate |
| 4 | Married | Over 23 years old | 1 | Social Service (evening attendance) | evening | Secondary education | Portuguese | General Course of Administration and Commerce | Basic Education 2nd Cycle (6th/7th/8th Year) | Unskilled Workers | Unskilled Workers | no | no | no | yes | female | no | 45 | no | 0 | 6 | 9 | 5 | 12.333333 | 0 | 0 | 6 | 6 | 6 | 13.000000 | 0 | 13.9 | -0.3 | 0.79 | Graduate |
| 5 | Married | Over 23 years old | 1 | Management (evening attendance) | evening | Basic education 3rd cycle (9th/10th/11th year) | Portuguese | General Course of Administration and Commerce | Basic education 1st cycle (4th/5th year) | Unskilled Workers | Skilled Workers in Industry, Construction and Craftsmen | no | no | yes | yes | male | no | 50 | no | 0 | 5 | 10 | 5 | 11.857143 | 0 | 0 | 5 | 17 | 5 | 11.500000 | 5 | 16.2 | 0.3 | -0.92 | Graduate |
| 6 | Single | 1st phase - general contingent | 1 | Nursing | daytime | Secondary education | Portuguese | General commerce course | Basic Education 2nd Cycle (6th/7th/8th Year) | Skilled Workers in Industry, Construction and Craftsmen | Armed Forces Professions | yes | no | no | yes | female | yes | 18 | no | 0 | 7 | 9 | 7 | 13.300000 | 0 | 0 | 8 | 8 | 8 | 14.345000 | 0 | 15.5 | 2.8 | -4.06 | Graduate |
| 7 | Single | 3rd phase - general contingent | 4 | Tourism | daytime | Secondary education | Portuguese | General Course of Administration and Commerce | Basic education 1st cycle (4th/5th year) | Unskilled Workers | Unskilled Workers | yes | no | no | no | male | no | 22 | no | 0 | 5 | 5 | 0 | 0.000000 | 0 | 0 | 5 | 5 | 0 | 0.000000 | 0 | 15.5 | 2.8 | -4.06 | Dropout |
| 8 | Single | 1st phase - general contingent | 3 | Social Service | daytime | Secondary education | Romanian | Secondary Education - 12th Year of Schooling or Eq. | Secondary Education - 12th Year of Schooling or Eq. | Unskilled Workers | Unskilled Workers | no | no | no | yes | female | yes | 21 | yes | 0 | 6 | 8 | 6 | 13.875000 | 0 | 0 | 6 | 7 | 6 | 14.142857 | 0 | 16.2 | 0.3 | -0.92 | Graduate |
| 9 | Single | 1st phase - general contingent | 1 | Social Service | daytime | Secondary education | Portuguese | Secondary Education - 12th Year of Schooling or Eq. | Basic Education 3rd Cycle (9th/10th/11th Year) | Administrative staff | Skilled Workers in Industry, Construction and Craftsmen | yes | no | yes | no | female | no | 18 | no | 0 | 6 | 9 | 5 | 11.400000 | 0 | 0 | 6 | 14 | 2 | 13.500000 | 0 | 8.9 | 1.4 | 3.51 | Dropout |
| marital_status | application_mode | application_order | course | daytime/evening_attendance | previous_qualification | nationality | mother's_qualification | father's_qualification | mother's_occupation | father's_occupation | displaced | educational_special_needs | debtor | tuition_fees_up_to_date | gender | scholarship_holder | age_at_enrollment | international | curricular_units_1st_sem_(credited) | curricular_units_1st_sem_(enrolled) | curricular_units_1st_sem_(evaluations) | curricular_units_1st_sem_(approved) | curricular_units_1st_sem_(grade) | curricular_units_1st_sem_(without_evaluations) | curricular_units_2nd_sem_(credited) | curricular_units_2nd_sem_(enrolled) | curricular_units_2nd_sem_(evaluations) | curricular_units_2nd_sem_(approved) | curricular_units_2nd_sem_(grade) | curricular_units_2nd_sem_(without_evaluations) | unemployment_rate | inflation_rate | gdp | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4414 | Single | 1st phase - general contingent | 1 | Equiniculture | daytime | Secondary education | Portuguese | Higher Education - Degree | Basic Education 2nd Cycle (6th/7th/8th Year) | Intermediate Level Technicians and Professions | Personal Services, Security and Safety Workers and Sellers | yes | no | no | yes | female | no | 18 | no | 0 | 5 | 6 | 5 | 11.800000 | 1 | 0 | 5 | 8 | 5 | 11.600000 | 0 | 9.4 | -0.8 | -3.12 | Graduate |
| 4415 | Divorced | Over 23 years old | 1 | Nursing | daytime | Basic education 3rd cycle (9th/10th/11th year) | Portuguese | General Course of Administration and Commerce | Basic education 1st cycle (4th/5th year) | Farmers and Skilled Workers in Agriculture, Fisheries and Forestry | Farmers and Skilled Workers in Agriculture, Fisheries and Forestry | no | no | yes | no | female | no | 46 | no | 0 | 7 | 14 | 3 | 12.333333 | 0 | 0 | 7 | 12 | 3 | 11.083333 | 0 | 11.1 | 0.6 | 2.02 | Dropout |
| 4416 | Single | Change of course | 2 | Nursing | daytime | Secondary education | Portuguese | Supplementary Accounting and Administration | Basic Education 2nd Cycle (6th/7th/8th Year) | Unskilled Workers | Personal Services, Security and Safety Workers and Sellers | no | no | no | yes | female | no | 23 | no | 11 | 14 | 15 | 12 | 12.625000 | 1 | 11 | 14 | 15 | 12 | 12.625000 | 1 | 7.6 | 2.6 | 0.32 | Graduate |
| 4417 | Single | 1st phase - general contingent | 1 | Communication Design | daytime | Secondary education | Portuguese | Secondary Education - 12th Year of Schooling or Eq. | Secondary Education - 12th Year of Schooling or Eq. | Unskilled Workers | Unskilled Workers | yes | no | no | yes | female | yes | 20 | no | 0 | 6 | 6 | 6 | 13.833333 | 0 | 0 | 6 | 6 | 6 | 13.500000 | 0 | 16.2 | 0.3 | -0.92 | Graduate |
| 4418 | Single | Technological specialization diploma holders | 1 | Communication Design | daytime | Technological specialization course | Portuguese | Higher Education - Degree | Basic Education 2nd Cycle (6th/7th/8th Year) | Intermediate Level Technicians and Professions | Unskilled Workers | no | no | no | yes | male | no | 20 | no | 2 | 7 | 7 | 6 | 12.500000 | 0 | 5 | 9 | 10 | 7 | 13.142857 | 1 | 16.2 | 0.3 | -0.92 | Graduate |
| 4419 | Single | 1st phase - general contingent | 6 | Journalism and Communication | daytime | Secondary education | Portuguese | Secondary Education - 12th Year of Schooling or Eq. | Secondary Education - 12th Year of Schooling or Eq. | Personal Services, Security and Safety Workers and Sellers | Administrative staff | no | no | no | yes | male | no | 19 | no | 0 | 6 | 7 | 5 | 13.600000 | 0 | 0 | 6 | 8 | 5 | 12.666667 | 0 | 15.5 | 2.8 | -4.06 | Graduate |
| 4420 | Single | 1st phase - general contingent | 2 | Journalism and Communication | daytime | Secondary education | Russian | Secondary Education - 12th Year of Schooling or Eq. | Secondary Education - 12th Year of Schooling or Eq. | Unskilled Workers | Unskilled Workers | yes | no | yes | no | female | no | 18 | yes | 0 | 6 | 6 | 6 | 12.000000 | 0 | 0 | 6 | 6 | 2 | 11.000000 | 0 | 11.1 | 0.6 | 2.02 | Dropout |
| 4421 | Single | 1st phase - general contingent | 1 | Nursing | daytime | Secondary education | Portuguese | General Course of Administration and Commerce | Basic education 1st cycle (4th/5th year) | Unskilled Workers | Unskilled Workers | yes | no | no | yes | female | yes | 30 | no | 0 | 7 | 8 | 7 | 14.912500 | 0 | 0 | 8 | 9 | 1 | 13.500000 | 0 | 13.9 | -0.3 | 0.79 | Dropout |
| 4422 | Single | 1st phase - general contingent | 1 | Management | daytime | Secondary education | Portuguese | General Course of Administration and Commerce | Basic education 1st cycle (4th/5th year) | Skilled Workers in Industry, Construction and Craftsmen | Administrative staff | yes | no | no | yes | female | yes | 20 | no | 0 | 5 | 5 | 5 | 13.800000 | 0 | 0 | 5 | 6 | 5 | 12.000000 | 0 | 9.4 | -0.8 | -3.12 | Graduate |
| 4423 | Single | Ordinance No. 854-B/99 | 1 | Journalism and Communication | daytime | Secondary education | Cape Verdean | Supplementary Accounting and Administration | Basic education 1st cycle (4th/5th year) | Personal Services, Security and Safety Workers and Sellers | Unskilled Workers | yes | no | no | yes | female | no | 22 | yes | 0 | 6 | 8 | 6 | 11.666667 | 0 | 0 | 6 | 6 | 6 | 13.000000 | 0 | 12.7 | 3.7 | -1.70 | Graduate |